Knowledge Graphs

A knowledge graph is a structured representation of information that organizes data into nodes (entities) and edges (relationships) to show how different pieces of knowledge are interconnected. It enables enhanced data integration, search, and inference by modeling the relationships between concepts and entities in a graph format.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 2261–2270 of 2974 papers

Title	Date	Tasks	Status
KoGNER: A Novel Framework for Knowledge Graph Distillation on Biomedical Named Entity Recognition	Mar 19, 2025	Knowledge DistillationKnowledge Graphs	—Unverified
KompaRe: A Knowledge Graph Comparative Reasoning System	Nov 6, 2020	Knowledge Graphs	—Unverified
KORE 50\^DYWC: An Evaluation Data Set for Entity Linking Based on DBpedia, YAGO, Wikidata, and Crunchbase	May 1, 2020	Entity LinkingKnowledge Graphs	—Unverified
KPT: Keyword-guided Pre-training for Grounded Dialog Generation	Dec 4, 2022	Knowledge GraphsLanguage Modelling	—Unverified
KSG: Knowledge and Skill Graph	Sep 13, 2022	AttributeDeep Reinforcement Learning	—Unverified
KVQA: Knowledge-Aware Visual Question Answering	Jul 17, 2019	Knowledge GraphsQuestion Answering	—Unverified
LEMON: LanguagE ModeL for Negative Sampling of Knowledge Graph Embeddings	Mar 9, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Language Model-Guided Knowledge Subgraphs for Question Answering	Nov 16, 2021	Knowledge GraphsLanguage Modeling	—Unverified
Language Models sounds the Death Knell of Knowledge Graphs	Jan 10, 2023	Knowledge GraphsLanguage Modelling	—Unverified
Large Knowledge Model: Perspectives and Challenges	Dec 5, 2023	knowledge editingKnowledge Graphs	—Unverified

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All datasets MARS (Multimodal Analogical Reasoning dataSet)JerichoWorld WikiKG90M-LSC FB15k

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MarT_MKGformer	MRR	0.34	—	Unverified
2	MKGformer	MRR	0.32	—	Unverified
3	MarT_FLAVA	MRR	0.29	—	Unverified
4	ViLBERT	MRR	0.29	—	Unverified
5	IKRL (ANALOGY)	MRR	0.28	—	Unverified
6	IKRL	MRR	0.27	—	Unverified
7	ViLT	MRR	0.26	—	Unverified
8	TransAE	MRR	0.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Worldformer	Set accuracy	39.15	—	Unverified
2	Q*BERT	Set accuracy	32.78	—	Unverified
3	GATA-W	Set accuracy	24.06	—	Unverified
4	Worldformer	Set accuracy	23.22	—	Unverified
5	Seq2Seq	Set accuracy	14.29	—	Unverified
6	Rules	Set accuracy	4.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TransE-Concat	Test MRR	85.48	—	Unverified
2	ComplEx-Concat	Test MRR	0.86	—	Unverified
3	ComplEx-RoBERTa	Test MRR	0.72	—	Unverified
4	TransE-RoBERTa	Test MRR	0.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COMPLEX	MRR	0.59	—	Unverified